INDUSTRIES · AI & MACHINE LEARNING
Drafts that disclose enough to enable the model and survive eligibility scrutiny—generated fast, aligned to your claim strategy.
BORN STRONG™
Why Paximal?
AI and ML are the fastest-growing filing category and among the hardest to draft well. Examiners probe whether a model is an abstract idea, whether the disclosure actually enables the claimed behavior, and whether the human contribution satisfies inventorship guidance. Paximal builds applications that answer those questions up front.
Eligibility for Model-Based Claims
ML claims draw §101 scrutiny when they read as 'apply a model.' Paximal frames the technical improvement—architecture, training method, or system integration—so the claim is grounded in something concrete.
Enabling the Black Box
Written-description and enablement gaps are common when model behavior is described at a high level. Paximal pushes for the architecture, inputs, training signals, and fallbacks that make the disclosure defensible.
Inventorship & Fast Iteration
USPTO guidance ties patentability to meaningful human contribution, and models evolve weekly. Paximal produces complete drafts quickly and keeps the attorney directing scope and inventorship throughout.
CAPABILITIES
How Paximal helps
Paximal orchestrates a complete ML application—claims, spec, and figures—around the eligibility, enablement, and inventorship issues unique to machine-learning inventions, with the attorney setting direction from the start.
ML-Tuned §101 Framing
Eligibility framing is tuned for model and training claims, grounding them in a concrete technical improvement.
Enablement for Black Boxes
Architecture, data-flow, and training-signal detail is drawn out to support written description and enablement.
Amendment-Ready Support
Layered fallback support is built in for the amendment paths prosecution is likely to require.
USPTO-Format Figures
System and data-pipeline drawings are generated automatically in USPTO-ready format.
Attorney-Led Inventorship
The attorney directs claim scope and the human-contribution narrative, aligned to current inventorship guidance.
Prosecution-Aware Drafting
Drafting informed by examiner, art-unit, and outcome data through the Juristat and MCP integrations.
~70%
allowed after one OA response
0%
§112(a) enablement rejections
~4 hrs
from inventor materials to filing-ready
Observed across a cohort of Paximal-generated accelerated applications prosecuted to allowance at the USPTO. See the Outcomes study for the full analysis.
FAQ'S
Quick answers for patent teams evaluating Paximal.
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